Pith Number

pith:G5QGGLRA

pith:2022:G5QGGLRAKVPU42KDP2MT5SQF2M

not attested not anchored not stored refs pending

FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning

Guangyu Shen, Guanhong Tao, Kaiyuan Zhang, Pin-Yu Chen, Qiuling Xu, Shengwei An, Shiqing Ma, Shiwei Feng, Siyuan Cheng, Xiangyu Zhang, Yingqi Liu

arxiv:2210.12873 v2 · 2022-10-23 · cs.CR · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G5QGGLRAKVPU42KDP2MT5SQF2M}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

FedBAP: Backdoor Defense via Benign Adversarial Perturbation in Federated Learning

Receipt and verification

First computed	2026-07-05T05:46:26.431465Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3760632e20555f4e69437e993eca05d3271ecbdf52dffe054941347802ea4a2f

Aliases

arxiv: 2210.12873 · arxiv_version: 2210.12873v2 · doi: 10.48550/arxiv.2210.12873 · pith_short_12: G5QGGLRAKVPU · pith_short_16: G5QGGLRAKVPU42KD · pith_short_8: G5QGGLRA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/G5QGGLRAKVPU42KDP2MT5SQF2M \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3760632e20555f4e69437e993eca05d3271ecbdf52dffe054941347802ea4a2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ffcd87644abc178f56403dea9e45bc95accec5ac0d8d44013bd12abf7fbdd8e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-10-23T22:24:03Z",
    "title_canon_sha256": "990656c9d0a38f7460e6834b1eaa6cec136684ff381148b43c348df0976ed37e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12873",
    "kind": "arxiv",
    "version": 2
  }
}